I have started attending online machine learning lectures by Andrew Ng. The lectures are available at www.ml-class.org. These lectures give very good intuition and understanding about the topic in a collection of short videos (not more than 15 min). The course also includes assignments and programming exercises.If you are interested in machine learning and want to do it alone with very little knowledge of the subject then this is the course for you.